There is a, perhaps lesser-known, complementary picture, in which focus is put on functions from the object to the real (or complex) numbers, rather than the object itself. It may be surprising that, in many cases, knowing all such functions completely determines the originial geometric object. The collection of these functions is an algebra (i.e. one may add and multiply two functions and get a new function), and it actually possible to formulate our usual concepts of geometry in a purely algebraic way.
This opens up for a more abstract way of thinking of geometry. In fact, what happens if one does not care about if the algebra at hand comes from a geometric object or not? Can one still do "geometry"? Turning the question around, is it possible to attach a geometric object to every algebra? During the 20th century, the field of algebraic geometry has studied these questions and developed a powerful machinery to handle algebraic aspects of geometry.
Unfortunately, it may happen that one finds a geometric obejct for which there are extremely few interesting functions. In fact, too few to say anything useful. However, it turns out that if we allow the values of the functions to be operators, rather that numbers, a manifold of interesting functions presents itself. This trick certainly comes with a price: multiplication of functions is no longer commutative. That is, since the result of applying two operators is dependent on the order in which the are applied, the order of multiplication of operator-valued functions is important. Thus, the result is that one have to try to understand the geometry of a non-commutative algebra; a field which is known as non-commutative geometry. Suprisingly, at least from a naive point of view, it is possible to formulate many concepts of geometry also for non-commutative algebras. In particular, a far reaching and powerful generalization of topology, in the context of C*-algebras, has been carried out with applications in many fields of mathematics.